Dataset statistics
| Number of variables | 15 |
|---|---|
| Number of observations | 1253 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 156.6 KiB |
| Average record size in memory | 128.0 B |
Variable types
| Numeric | 14 |
|---|---|
| Categorical | 1 |
last_quote is highly overall correlated with strike and 9 other fields | High correlation |
strike is highly overall correlated with last_quote and 9 other fields | High correlation |
exp_price is highly overall correlated with last_quote and 9 other fields | High correlation |
exp_call_price is highly overall correlated with last_quote and 10 other fields | High correlation |
exp_price_min is highly overall correlated with last_quote and 9 other fields | High correlation |
exp_price_max is highly overall correlated with last_quote and 9 other fields | High correlation |
exp_price_std is highly overall correlated with last_quote and 11 other fields | High correlation |
exp_price_median is highly overall correlated with last_quote and 9 other fields | High correlation |
exp_price_q1 is highly overall correlated with last_quote and 9 other fields | High correlation |
exp_price_q3 is highly overall correlated with last_quote and 9 other fields | High correlation |
exp_price_kurtosis is highly overall correlated with exp_call_price and 2 other fields | High correlation |
exp_price_skew is highly overall correlated with exp_call_price and 2 other fields | High correlation |
r is highly overall correlated with last_quote and 8 other fields | High correlation |
exp_price has unique values | Unique |
exp_call_price has unique values | Unique |
exp_price_min has unique values | Unique |
exp_price_max has unique values | Unique |
exp_price_std has unique values | Unique |
exp_price_median has unique values | Unique |
exp_price_q1 has unique values | Unique |
exp_price_q3 has unique values | Unique |
exp_price_kurtosis has unique values | Unique |
exp_price_skew has unique values | Unique |
Reproduction
| Analysis started | 2024-02-08 16:04:06.041957 |
|---|---|
| Analysis finished | 2024-02-08 16:04:52.506470 |
| Duration | 46.46 seconds |
| Software version | ydata-profiling v0.0.dev0 |
| Download configuration | config.json |
last_quote
Real number (ℝ)
HIGH CORRELATION
| Distinct | 1199 |
|---|---|
| Distinct (%) | 95.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 344.61009 |
| Minimum | 222.21 |
|---|---|
| Maximum | 477.77 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 19.6 KiB |
Quantile statistics
| Minimum | 222.21 |
|---|---|
| 5-th percentile | 263.798 |
| Q1 | 284.03 |
| median | 326.88 |
| Q3 | 406.06 |
| 95-th percentile | 454.348 |
| Maximum | 477.77 |
| Range | 255.56 |
| Interquartile range (IQR) | 122.03 |
Descriptive statistics
| Standard deviation | 66.858522 |
|---|---|
| Coefficient of variation (CV) | 0.19401209 |
| Kurtosis | -1.2953419 |
| Mean | 344.61009 |
| Median Absolute Deviation (MAD) | 52.79 |
| Skewness | 0.35421747 |
| Sum | 431796.44 |
| Variance | 4470.062 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 280.99 | 3 | 0.2% |
| 298.09 | 3 | 0.2% |
| 274.51 | 3 | 0.2% |
| 272.06 | 2 | 0.2% |
| 269.11 | 2 | 0.2% |
| 273.35 | 2 | 0.2% |
| 269.48 | 2 | 0.2% |
| 446.65 | 2 | 0.2% |
| 263.63 | 2 | 0.2% |
| 265.09 | 2 | 0.2% |
| Other values (1189) | 1230 |
| Value | Count | Frequency (%) |
| 222.21 | 1 | |
| 228.95 | 1 | |
| 234.34 | 1 | |
| 239.75 | 1 | |
| 240.72 | 1 | |
| 240.94 | 1 | |
| 241.23 | 1 | |
| 242 | 1 | |
| 244.09 | 1 | |
| 246.02 | 1 |
| Value | Count | Frequency (%) |
| 477.77 | 1 | |
| 477.56 | 1 | |
| 477.48 | 1 | |
| 477.26 | 1 | |
| 476.92 | 1 | |
| 476.14 | 1 | |
| 475.08 | 1 | |
| 470.96 | 1 | |
| 470.68 | 1 | |
| 470.59 | 1 |
strike
Real number (ℝ)
HIGH CORRELATION
| Distinct | 269 |
|---|---|
| Distinct (%) | 21.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 344.59497 |
| Minimum | 222 |
|---|---|
| Maximum | 478 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 19.6 KiB |
Quantile statistics
| Minimum | 222 |
|---|---|
| 5-th percentile | 264 |
| Q1 | 284.5 |
| median | 327 |
| Q3 | 405 |
| 95-th percentile | 454.4 |
| Maximum | 478 |
| Range | 256 |
| Interquartile range (IQR) | 120.5 |
Descriptive statistics
| Standard deviation | 66.86147 |
|---|---|
| Coefficient of variation (CV) | 0.19402915 |
| Kurtosis | -1.2942565 |
| Mean | 344.59497 |
| Median Absolute Deviation (MAD) | 53 |
| Skewness | 0.35426981 |
| Sum | 431777.5 |
| Variance | 4470.4562 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 279 | 24 | 1.9% |
| 265 | 19 | 1.5% |
| 288 | 18 | 1.4% |
| 275 | 17 | 1.4% |
| 270 | 17 | 1.4% |
| 290 | 15 | 1.2% |
| 274 | 14 | 1.1% |
| 285 | 14 | 1.1% |
| 286 | 13 | 1.0% |
| 438 | 13 | 1.0% |
| Other values (259) | 1089 |
| Value | Count | Frequency (%) |
| 222 | 1 | 0.1% |
| 229 | 1 | 0.1% |
| 234 | 1 | 0.1% |
| 240 | 1 | 0.1% |
| 241 | 3 | |
| 242 | 1 | 0.1% |
| 244 | 1 | 0.1% |
| 246 | 2 | |
| 247 | 2 | |
| 248 | 4 |
| Value | Count | Frequency (%) |
| 478 | 3 | |
| 477 | 2 | 0.2% |
| 476 | 1 | 0.1% |
| 475 | 1 | 0.1% |
| 471 | 2 | 0.2% |
| 470 | 5 | |
| 469 | 5 | |
| 468 | 7 | |
| 467 | 5 | |
| 466 | 3 |
exp_price
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 1253 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 345.03892 |
| Minimum | 223.10193 |
|---|---|
| Maximum | 478.44879 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 19.6 KiB |
Quantile statistics
| Minimum | 223.10193 |
|---|---|
| 5-th percentile | 264.13643 |
| Q1 | 284.28585 |
| median | 327.21448 |
| Q3 | 406.67287 |
| 95-th percentile | 454.98139 |
| Maximum | 478.44879 |
| Range | 255.34686 |
| Interquartile range (IQR) | 122.38702 |
Descriptive statistics
| Standard deviation | 66.966192 |
|---|---|
| Coefficient of variation (CV) | 0.19408301 |
| Kurtosis | -1.297179 |
| Mean | 345.03892 |
| Median Absolute Deviation (MAD) | 52.784864 |
| Skewness | 0.35523095 |
| Sum | 432333.77 |
| Variance | 4484.4709 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 269.0850606 | 1 | 0.1% |
| 416.0825587 | 1 | 0.1% |
| 410.7791653 | 1 | 0.1% |
| 406.0569419 | 1 | 0.1% |
| 414.7883697 | 1 | 0.1% |
| 418.4600295 | 1 | 0.1% |
| 422.55291 | 1 | 0.1% |
| 419.5094954 | 1 | 0.1% |
| 416.1972033 | 1 | 0.1% |
| 418.5946299 | 1 | 0.1% |
| Other values (1243) | 1243 |
| Value | Count | Frequency (%) |
| 223.1019317 | 1 | |
| 229.8512213 | 1 | |
| 234.7381348 | 1 | |
| 240.4869861 | 1 | |
| 241.1265182 | 1 | |
| 241.8263809 | 1 | |
| 242.076362 | 1 | |
| 242.9204933 | 1 | |
| 244.5666596 | 1 | |
| 246.4417479 | 1 |
| Value | Count | Frequency (%) |
| 478.4487914 | 1 | |
| 478.2544779 | 1 | |
| 478.1837028 | 1 | |
| 478.0699845 | 1 | |
| 477.7097997 | 1 | |
| 476.7810843 | 1 | |
| 475.761491 | 1 | |
| 471.6031338 | 1 | |
| 471.3322119 | 1 | |
| 471.3233336 | 1 |
exp_call_price
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 1253 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.9758677 |
| Minimum | 3.8873511 |
|---|---|
| Maximum | 12.857304 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 19.6 KiB |
Quantile statistics
| Minimum | 3.8873511 |
|---|---|
| 5-th percentile | 4.3264148 |
| Q1 | 5.0696351 |
| median | 6.7734228 |
| Q3 | 8.5181419 |
| 95-th percentile | 10.55773 |
| Maximum | 12.857304 |
| Range | 8.9699527 |
| Interquartile range (IQR) | 3.4485068 |
Descriptive statistics
| Standard deviation | 2.0607925 |
|---|---|
| Coefficient of variation (CV) | 0.29541737 |
| Kurtosis | -0.70383134 |
| Mean | 6.9758677 |
| Median Absolute Deviation (MAD) | 1.7198508 |
| Skewness | 0.46088236 |
| Sum | 8740.7622 |
| Variance | 4.2468658 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4.795894897 | 1 | 0.1% |
| 7.6964186 | 1 | 0.1% |
| 8.577481925 | 1 | 0.1% |
| 8.148467171 | 1 | 0.1% |
| 8.487079448 | 1 | 0.1% |
| 8.39247242 | 1 | 0.1% |
| 8.290346541 | 1 | 0.1% |
| 8.049894171 | 1 | 0.1% |
| 7.943920245 | 1 | 0.1% |
| 8.157606303 | 1 | 0.1% |
| Other values (1243) | 1243 |
| Value | Count | Frequency (%) |
| 3.88735115 | 1 | |
| 3.933851225 | 1 | |
| 3.983543862 | 1 | |
| 4.025665778 | 1 | |
| 4.034632221 | 1 | |
| 4.060379382 | 1 | |
| 4.067345863 | 1 | |
| 4.077872991 | 1 | |
| 4.079095624 | 1 | |
| 4.080895032 | 1 |
| Value | Count | Frequency (%) |
| 12.85730388 | 1 | |
| 12.74225987 | 1 | |
| 12.56691009 | 1 | |
| 12.54671092 | 1 | |
| 12.49407193 | 1 | |
| 12.33373683 | 1 | |
| 12.31075837 | 1 | |
| 12.25901785 | 1 | |
| 12.22290661 | 1 | |
| 12.19917918 | 1 |
exp_price_min
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 1253 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 273.56898 |
| Minimum | 140.4202 |
|---|---|
| Maximum | 390.96138 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 19.6 KiB |
Quantile statistics
| Minimum | 140.4202 |
|---|---|
| 5-th percentile | 201.81584 |
| Q1 | 231.4778 |
| median | 266.50369 |
| Q3 | 316.05138 |
| 95-th percentile | 362.84726 |
| Maximum | 390.96138 |
| Range | 250.54119 |
| Interquartile range (IQR) | 84.573587 |
Descriptive statistics
| Standard deviation | 51.958146 |
|---|---|
| Coefficient of variation (CV) | 0.18992704 |
| Kurtosis | -0.90096994 |
| Mean | 273.56898 |
| Median Absolute Deviation (MAD) | 39.626442 |
| Skewness | 0.24002051 |
| Sum | 342781.93 |
| Variance | 2699.6489 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 220.299691 | 1 | 0.1% |
| 335.6896654 | 1 | 0.1% |
| 325.2571205 | 1 | 0.1% |
| 320.4911051 | 1 | 0.1% |
| 329.3274009 | 1 | 0.1% |
| 327.3342201 | 1 | 0.1% |
| 334.0122796 | 1 | 0.1% |
| 340.8080806 | 1 | 0.1% |
| 337.1036145 | 1 | 0.1% |
| 330.6170693 | 1 | 0.1% |
| Other values (1243) | 1243 |
| Value | Count | Frequency (%) |
| 140.420197 | 1 | |
| 151.8821147 | 1 | |
| 158.5741803 | 1 | |
| 158.9136427 | 1 | |
| 159.2007727 | 1 | |
| 161.3866179 | 1 | |
| 163.1225338 | 1 | |
| 163.6122944 | 1 | |
| 165.1492315 | 1 | |
| 166.0133844 | 1 |
| Value | Count | Frequency (%) |
| 390.9613849 | 1 | |
| 390.7820601 | 1 | |
| 388.7305544 | 1 | |
| 388.3691974 | 1 | |
| 387.0944635 | 1 | |
| 386.7360356 | 1 | |
| 384.6079972 | 1 | |
| 384.1732378 | 1 | |
| 383.3493496 | 1 | |
| 383.1482974 | 1 |
exp_price_max
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 1253 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 434.91892 |
| Minimum | 314.02129 |
|---|---|
| Maximum | 635.05923 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 19.6 KiB |
Quantile statistics
| Minimum | 314.02129 |
|---|---|
| 5-th percentile | 331.67888 |
| Q1 | 349.79042 |
| median | 408.04297 |
| Q3 | 519.13186 |
| 95-th percentile | 586.80235 |
| Maximum | 635.05923 |
| Range | 321.03794 |
| Interquartile range (IQR) | 169.34144 |
Descriptive statistics
| Standard deviation | 89.905408 |
|---|---|
| Coefficient of variation (CV) | 0.20671763 |
| Kurtosis | -1.2780332 |
| Mean | 434.91892 |
| Median Absolute Deviation (MAD) | 69.285592 |
| Skewness | 0.40820286 |
| Sum | 544953.4 |
| Variance | 8082.9823 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 331.7974366 | 1 | 0.1% |
| 513.3099689 | 1 | 0.1% |
| 524.3510076 | 1 | 0.1% |
| 515.2864103 | 1 | 0.1% |
| 520.9808098 | 1 | 0.1% |
| 524.3088678 | 1 | 0.1% |
| 523.4755056 | 1 | 0.1% |
| 517.6396864 | 1 | 0.1% |
| 519.1429541 | 1 | 0.1% |
| 529.2788717 | 1 | 0.1% |
| Other values (1243) | 1243 |
| Value | Count | Frequency (%) |
| 314.0212886 | 1 | |
| 314.7674668 | 1 | |
| 317.2767661 | 1 | |
| 319.1902718 | 1 | |
| 320.3682356 | 1 | |
| 321.9805983 | 1 | |
| 323.6863492 | 1 | |
| 323.723582 | 1 | |
| 323.9746489 | 1 | |
| 324.0121763 | 1 |
| Value | Count | Frequency (%) |
| 635.0592334 | 1 | |
| 634.8574732 | 1 | |
| 628.4204797 | 1 | |
| 627.3670682 | 1 | |
| 626.6511309 | 1 | |
| 622.5416836 | 1 | |
| 622.0567574 | 1 | |
| 620.2403923 | 1 | |
| 617.6362129 | 1 | |
| 617.2028648 | 1 |
exp_price_std
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 1253 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16.950542 |
| Minimum | 9.8208722 |
|---|---|
| Maximum | 29.998447 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 19.6 KiB |
Quantile statistics
| Minimum | 9.8208722 |
|---|---|
| 5-th percentile | 10.68765 |
| Q1 | 12.339613 |
| median | 16.479608 |
| Q3 | 20.656004 |
| 95-th percentile | 25.526152 |
| Maximum | 29.998447 |
| Range | 20.177575 |
| Interquartile range (IQR) | 8.3163914 |
Descriptive statistics
| Standard deviation | 4.8988107 |
|---|---|
| Coefficient of variation (CV) | 0.28900614 |
| Kurtosis | -0.77793 |
| Mean | 16.950542 |
| Median Absolute Deviation (MAD) | 4.1522724 |
| Skewness | 0.44718197 |
| Sum | 21239.029 |
| Variance | 23.998346 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 11.92974202 | 1 | 0.1% |
| 19.21547005 | 1 | 0.1% |
| 20.537425 | 1 | 0.1% |
| 20.36815218 | 1 | 0.1% |
| 20.30414361 | 1 | 0.1% |
| 20.5056531 | 1 | 0.1% |
| 20.10338393 | 1 | 0.1% |
| 19.5605131 | 1 | 0.1% |
| 19.67558542 | 1 | 0.1% |
| 19.71435348 | 1 | 0.1% |
| Other values (1243) | 1243 |
| Value | Count | Frequency (%) |
| 9.82087215 | 1 | |
| 9.930819245 | 1 | |
| 10.04967731 | 1 | |
| 10.09477305 | 1 | |
| 10.09478617 | 1 | |
| 10.12455182 | 1 | |
| 10.18677201 | 1 | |
| 10.19973697 | 1 | |
| 10.2211127 | 1 | |
| 10.22167224 | 1 |
| Value | Count | Frequency (%) |
| 29.99844707 | 1 | |
| 29.85696718 | 1 | |
| 29.71494129 | 1 | |
| 29.58748772 | 1 | |
| 29.57402613 | 1 | |
| 29.52791719 | 1 | |
| 29.51865977 | 1 | |
| 29.39513341 | 1 | |
| 29.27743791 | 1 | |
| 29.19942172 | 1 |
exp_price_median
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 1253 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 344.60919 |
| Minimum | 222.22284 |
|---|---|
| Maximum | 477.80051 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 19.6 KiB |
Quantile statistics
| Minimum | 222.22284 |
|---|---|
| 5-th percentile | 263.78724 |
| Q1 | 284.036 |
| median | 326.85684 |
| Q3 | 406.07688 |
| 95-th percentile | 454.35148 |
| Maximum | 477.80051 |
| Range | 255.57767 |
| Interquartile range (IQR) | 122.04088 |
Descriptive statistics
| Standard deviation | 66.857654 |
|---|---|
| Coefficient of variation (CV) | 0.19401007 |
| Kurtosis | -1.2952838 |
| Mean | 344.60919 |
| Median Absolute Deviation (MAD) | 52.781082 |
| Skewness | 0.35425656 |
| Sum | 431795.32 |
| Variance | 4469.9459 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 268.8186998 | 1 | 0.1% |
| 415.6394728 | 1 | 0.1% |
| 410.2242116 | 1 | 0.1% |
| 405.5470622 | 1 | 0.1% |
| 414.2908239 | 1 | 0.1% |
| 417.9593287 | 1 | 0.1% |
| 422.0728861 | 1 | 0.1% |
| 419.021487 | 1 | 0.1% |
| 415.7249717 | 1 | 0.1% |
| 418.1554946 | 1 | 0.1% |
| Other values (1243) | 1243 |
| Value | Count | Frequency (%) |
| 222.2228395 | 1 | |
| 228.9802587 | 1 | |
| 234.3584902 | 1 | |
| 239.7487536 | 1 | |
| 240.7627585 | 1 | |
| 240.9378736 | 1 | |
| 241.205617 | 1 | |
| 241.9290321 | 1 | |
| 244.1004568 | 1 | |
| 245.9952733 | 1 |
| Value | Count | Frequency (%) |
| 477.800513 | 1 | |
| 477.6146029 | 1 | |
| 477.5341872 | 1 | |
| 477.2709828 | 1 | |
| 476.9133041 | 1 | |
| 476.1604448 | 1 | |
| 475.1192398 | 1 | |
| 470.946619 | 1 | |
| 470.6644456 | 1 | |
| 470.5779852 | 1 |
exp_price_q1
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 1253 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 333.39234 |
| Minimum | 209.03456 |
|---|---|
| Maximum | 461.76128 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 19.6 KiB |
Quantile statistics
| Minimum | 209.03456 |
|---|---|
| 5-th percentile | 255.13323 |
| Q1 | 275.52501 |
| median | 317.78942 |
| Q3 | 391.87913 |
| 95-th percentile | 438.92181 |
| Maximum | 461.76128 |
| Range | 252.72671 |
| Interquartile range (IQR) | 116.35412 |
Descriptive statistics
| Standard deviation | 64.284646 |
|---|---|
| Coefficient of variation (CV) | 0.1928198 |
| Kurtosis | -1.2665363 |
| Mean | 333.39234 |
| Median Absolute Deviation (MAD) | 51.279404 |
| Skewness | 0.34228126 |
| Sum | 417740.61 |
| Variance | 4132.5158 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 260.8933283 | 1 | 0.1% |
| 402.9361193 | 1 | 0.1% |
| 396.7070363 | 1 | 0.1% |
| 392.0494597 | 1 | 0.1% |
| 400.8510444 | 1 | 0.1% |
| 404.4408838 | 1 | 0.1% |
| 408.7629949 | 1 | 0.1% |
| 406.0906861 | 1 | 0.1% |
| 402.6970341 | 1 | 0.1% |
| 405.0346302 | 1 | 0.1% |
| Other values (1243) | 1243 |
| Value | Count | Frequency (%) |
| 209.0345646 | 1 | |
| 215.8401745 | 1 | |
| 225.5414486 | 1 | |
| 227.1395099 | 1 | |
| 227.3449429 | 1 | |
| 227.8073165 | 1 | |
| 227.9463479 | 1 | |
| 231.6990409 | 1 | |
| 231.7935863 | 1 | |
| 231.986668 | 1 |
| Value | Count | Frequency (%) |
| 461.7612774 | 1 | |
| 461.1186593 | 1 | |
| 459.9186826 | 1 | |
| 459.6417118 | 1 | |
| 459.2836969 | 1 | |
| 459.0254001 | 1 | |
| 458.2886238 | 1 | |
| 456.7899048 | 1 | |
| 456.3778965 | 1 | |
| 456.0171984 | 1 |
exp_price_q3
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 1253 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 356.21756 |
| Minimum | 236.12943 |
|---|---|
| Maximum | 496.2259 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 19.6 KiB |
Quantile statistics
| Minimum | 236.12943 |
|---|---|
| 5-th percentile | 273.30089 |
| Q1 | 292.76372 |
| median | 337.01092 |
| Q3 | 421.15223 |
| 95-th percentile | 471.12419 |
| Maximum | 496.2259 |
| Range | 260.09647 |
| Interquartile range (IQR) | 128.3885 |
Descriptive statistics
| Standard deviation | 69.586494 |
|---|---|
| Coefficient of variation (CV) | 0.1953483 |
| Kurtosis | -1.3162441 |
| Mean | 356.21756 |
| Median Absolute Deviation (MAD) | 54.50552 |
| Skewness | 0.36455744 |
| Sum | 446340.61 |
| Variance | 4842.2802 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 276.9681532 | 1 | 0.1% |
| 428.7705076 | 1 | 0.1% |
| 424.3659804 | 1 | 0.1% |
| 419.4873695 | 1 | 0.1% |
| 428.2064593 | 1 | 0.1% |
| 431.9709121 | 1 | 0.1% |
| 435.8352335 | 1 | 0.1% |
| 432.4387372 | 1 | 0.1% |
| 429.215605 | 1 | 0.1% |
| 431.6450942 | 1 | 0.1% |
| Other values (1243) | 1243 |
| Value | Count | Frequency (%) |
| 236.1294307 | 1 | |
| 242.9066506 | 1 | |
| 243.5338853 | 1 | |
| 250.046062 | 1 | |
| 252.9842901 | 1 | |
| 254.2928711 | 1 | |
| 255.2868421 | 1 | |
| 255.3041859 | 1 | |
| 255.9376339 | 1 | |
| 256.4050439 | 1 |
| Value | Count | Frequency (%) |
| 496.2259014 | 1 | |
| 495.8365768 | 1 | |
| 495.2858648 | 1 | |
| 495.0128936 | 1 | |
| 493.8924378 | 1 | |
| 493.2260972 | 1 | |
| 492.4949741 | 1 | |
| 488.718466 | 1 | |
| 488.0766644 | 1 | |
| 487.8403947 | 1 |
exp_price_kurtosis
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 1253 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.039512205 |
| Minimum | 0.0017302924 |
|---|---|
| Maximum | 0.14936323 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 19.6 KiB |
Quantile statistics
| Minimum | 0.0017302924 |
|---|---|
| 5-th percentile | 0.016550249 |
| Q1 | 0.027091507 |
| median | 0.036545566 |
| Q3 | 0.048047692 |
| 95-th percentile | 0.068268448 |
| Maximum | 0.14936323 |
| Range | 0.14763294 |
| Interquartile range (IQR) | 0.020956185 |
Descriptive statistics
| Standard deviation | 0.018747422 |
|---|---|
| Coefficient of variation (CV) | 0.47447166 |
| Kurtosis | 6.6453885 |
| Mean | 0.039512205 |
| Median Absolute Deviation (MAD) | 0.010334799 |
| Skewness | 1.8844734 |
| Sum | 49.508793 |
| Variance | 0.00035146582 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.02817975778 | 1 | 0.1% |
| 0.04135513547 | 1 | 0.1% |
| 0.03473643009 | 1 | 0.1% |
| 0.04488447399 | 1 | 0.1% |
| 0.0361127131 | 1 | 0.1% |
| 0.05112644151 | 1 | 0.1% |
| 0.03049642092 | 1 | 0.1% |
| 0.0472522324 | 1 | 0.1% |
| 0.02459644351 | 1 | 0.1% |
| 0.04139128415 | 1 | 0.1% |
| Other values (1243) | 1243 |
| Value | Count | Frequency (%) |
| 0.001730292374 | 1 | |
| 0.003144964708 | 1 | |
| 0.005349275517 | 1 | |
| 0.005391574626 | 1 | |
| 0.006526278497 | 1 | |
| 0.008061805458 | 1 | |
| 0.008408168809 | 1 | |
| 0.008460479795 | 1 | |
| 0.009258887024 | 1 | |
| 0.009973836602 | 1 |
| Value | Count | Frequency (%) |
| 0.1493632329 | 1 | |
| 0.1428630235 | 1 | |
| 0.1413913911 | 1 | |
| 0.1408453674 | 1 | |
| 0.1402036449 | 1 | |
| 0.1335388118 | 1 | |
| 0.1316057587 | 1 | |
| 0.1276538317 | 1 | |
| 0.1249458959 | 1 | |
| 0.124933807 | 1 |
exp_price_skew
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 1253 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.14666297 |
| Minimum | 0.091079043 |
|---|---|
| Maximum | 0.27925973 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 19.6 KiB |
Quantile statistics
| Minimum | 0.091079043 |
|---|---|
| 5-th percentile | 0.1096892 |
| Q1 | 0.12610997 |
| median | 0.14270716 |
| Q3 | 0.16408202 |
| 95-th percentile | 0.19165278 |
| Maximum | 0.27925973 |
| Range | 0.18818068 |
| Interquartile range (IQR) | 0.037972046 |
Descriptive statistics
| Standard deviation | 0.028560783 |
|---|---|
| Coefficient of variation (CV) | 0.19473752 |
| Kurtosis | 3.2712724 |
| Mean | 0.14666297 |
| Median Absolute Deviation (MAD) | 0.018310064 |
| Skewness | 1.2997891 |
| Sum | 183.7687 |
| Variance | 0.0008157183 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.1328113466 | 1 | 0.1% |
| 0.1316567756 | 1 | 0.1% |
| 0.1497468237 | 1 | 0.1% |
| 0.1517170001 | 1 | 0.1% |
| 0.1437850996 | 1 | 0.1% |
| 0.1480856854 | 1 | 0.1% |
| 0.1411117195 | 1 | 0.1% |
| 0.1469170888 | 1 | 0.1% |
| 0.139137886 | 1 | 0.1% |
| 0.142553417 | 1 | 0.1% |
| Other values (1243) | 1243 |
| Value | Count | Frequency (%) |
| 0.09107904251 | 1 | |
| 0.09169185983 | 1 | |
| 0.09262069533 | 1 | |
| 0.09688877266 | 1 | |
| 0.09833978367 | 1 | |
| 0.0985914669 | 1 | |
| 0.09904596792 | 1 | |
| 0.1002756059 | 1 | |
| 0.1008113499 | 1 | |
| 0.101568364 | 1 |
| Value | Count | Frequency (%) |
| 0.2792597265 | 1 | |
| 0.2745346482 | 1 | |
| 0.2736573737 | 1 | |
| 0.2721169775 | 1 | |
| 0.2719621475 | 1 | |
| 0.2713403169 | 1 | |
| 0.2713298395 | 1 | |
| 0.2690694412 | 1 | |
| 0.2663088844 | 1 | |
| 0.265165556 | 1 |
days
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 19.6 KiB |
| 21 | |
|---|---|
| 20 | |
| 22 | 36 |
| 23 | 10 |
| 18 | 5 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 2506 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 22 |
|---|---|
| 2nd row | 21 |
| 3rd row | 20 |
| 4th row | 21 |
| 5th row | 23 |
Common Values
| Value | Count | Frequency (%) |
| 21 | 735 | |
| 20 | 467 | |
| 22 | 36 | 2.9% |
| 23 | 10 | 0.8% |
| 18 | 5 | 0.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 21 | 735 | |
| 20 | 467 | |
| 22 | 36 | 2.9% |
| 23 | 10 | 0.8% |
| 18 | 5 | 0.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 1284 | |
| 1 | 740 | |
| 0 | 467 | 18.6% |
| 3 | 10 | 0.4% |
| 8 | 5 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2506 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 1284 | |
| 1 | 740 | |
| 0 | 467 | 18.6% |
| 3 | 10 | 0.4% |
| 8 | 5 | 0.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2506 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 1284 | |
| 1 | 740 | |
| 0 | 467 | 18.6% |
| 3 | 10 | 0.4% |
| 8 | 5 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2506 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 1284 | |
| 1 | 740 | |
| 0 | 467 | 18.6% |
| 3 | 10 | 0.4% |
| 8 | 5 | 0.2% |
r
Real number (ℝ)
HIGH CORRELATION
| Distinct | 247 |
|---|---|
| Distinct (%) | 19.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.1936393 |
| Minimum | 0 |
|---|---|
| Maximum | 4.16 |
| Zeros | 10 |
| Zeros (%) | 0.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 19.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.02 |
| Q1 | 0.08 |
| median | 1.41 |
| Q3 | 2.11 |
| 95-th percentile | 2.718 |
| Maximum | 4.16 |
| Range | 4.16 |
| Interquartile range (IQR) | 2.03 |
Descriptive statistics
| Standard deviation | 1.0944819 |
|---|---|
| Coefficient of variation (CV) | 0.91692857 |
| Kurtosis | -0.88800053 |
| Mean | 1.1936393 |
| Median Absolute Deviation (MAD) | 1.04 |
| Skewness | 0.39244752 |
| Sum | 1495.63 |
| Variance | 1.1978907 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.05 | 66 | 5.3% |
| 0.09 | 61 | 4.9% |
| 0.04 | 57 | 4.5% |
| 0.08 | 49 | 3.9% |
| 0.03 | 43 | 3.4% |
| 0.01 | 40 | 3.2% |
| 0.1 | 34 | 2.7% |
| 0.06 | 32 | 2.6% |
| 0.02 | 26 | 2.1% |
| 0.07 | 25 | 2.0% |
| Other values (237) | 820 |
| Value | Count | Frequency (%) |
| 0 | 10 | 0.8% |
| 0.01 | 40 | |
| 0.02 | 26 | 2.1% |
| 0.03 | 43 | |
| 0.04 | 57 | |
| 0.05 | 66 | |
| 0.06 | 32 | |
| 0.07 | 25 | 2.0% |
| 0.08 | 49 | |
| 0.09 | 61 |
| Value | Count | Frequency (%) |
| 4.16 | 1 | |
| 4.12 | 2 | |
| 4.08 | 1 | |
| 4.07 | 1 | |
| 4.04 | 2 | |
| 3.97 | 2 | |
| 3.94 | 1 | |
| 3.93 | 2 | |
| 3.91 | 2 | |
| 3.9 | 1 |
prob_itm
Real number (ℝ)
| Distinct | 1196 |
|---|---|
| Distinct (%) | 95.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.50032715 |
| Minimum | 0.423934 |
|---|---|
| Maximum | 0.813206 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 19.6 KiB |
Quantile statistics
| Minimum | 0.423934 |
|---|---|
| 5-th percentile | 0.4870192 |
| Q1 | 0.494462 |
| median | 0.500488 |
| Q3 | 0.505948 |
| 95-th percentile | 0.5131816 |
| Maximum | 0.813206 |
| Range | 0.389272 |
| Interquartile range (IQR) | 0.011486 |
Descriptive statistics
| Standard deviation | 0.0132447 |
|---|---|
| Coefficient of variation (CV) | 0.02647208 |
| Kurtosis | 251.9641 |
| Mean | 0.50032715 |
| Median Absolute Deviation (MAD) | 0.005772 |
| Skewness | 10.128628 |
| Sum | 626.90992 |
| Variance | 0.00017542209 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.504482 | 2 | 0.2% |
| 0.50231 | 2 | 0.2% |
| 0.50124 | 2 | 0.2% |
| 0.500414 | 2 | 0.2% |
| 0.507066 | 2 | 0.2% |
| 0.501584 | 2 | 0.2% |
| 0.489954 | 2 | 0.2% |
| 0.491748 | 2 | 0.2% |
| 0.498072 | 2 | 0.2% |
| 0.500342 | 2 | 0.2% |
| Other values (1186) | 1233 |
| Value | Count | Frequency (%) |
| 0.423934 | 1 | |
| 0.425236 | 1 | |
| 0.437568 | 1 | |
| 0.438138 | 1 | |
| 0.442508 | 1 | |
| 0.442534 | 1 | |
| 0.4525 | 1 | |
| 0.461638 | 1 | |
| 0.463594 | 1 | |
| 0.465158 | 1 |
| Value | Count | Frequency (%) |
| 0.813206 | 1 | |
| 0.567152 | 1 | |
| 0.566392 | 1 | |
| 0.547962 | 1 | |
| 0.542236 | 1 | |
| 0.535612 | 1 | |
| 0.530162 | 1 | |
| 0.529604 | 1 | |
| 0.529354 | 1 | |
| 0.521866 | 1 |
| last_quote | strike | exp_price | exp_call_price | exp_price_min | exp_price_max | exp_price_std | exp_price_median | exp_price_q1 | exp_price_q3 | exp_price_kurtosis | exp_price_skew | r | prob_itm | days | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| last_quote | 1.000 | 1.000 | 1.000 | 0.727 | 0.980 | 0.955 | 0.738 | 1.000 | 0.999 | 0.999 | 0.174 | 0.224 | -0.543 | -0.028 | 0.064 |
| strike | 1.000 | 1.000 | 1.000 | 0.726 | 0.980 | 0.955 | 0.738 | 1.000 | 0.999 | 0.999 | 0.174 | 0.224 | -0.543 | -0.035 | 0.063 |
| exp_price | 1.000 | 1.000 | 1.000 | 0.728 | 0.980 | 0.956 | 0.739 | 1.000 | 0.999 | 0.999 | 0.176 | 0.226 | -0.543 | -0.028 | 0.064 |
| exp_call_price | 0.727 | 0.726 | 0.728 | 1.000 | 0.634 | 0.868 | 0.991 | 0.727 | 0.710 | 0.746 | 0.666 | 0.786 | -0.500 | 0.075 | 0.078 |
| exp_price_min | 0.980 | 0.980 | 0.980 | 0.634 | 1.000 | 0.902 | 0.645 | 0.980 | 0.986 | 0.973 | 0.055 | 0.091 | -0.512 | -0.029 | 0.024 |
| exp_price_max | 0.955 | 0.955 | 0.956 | 0.868 | 0.902 | 1.000 | 0.878 | 0.955 | 0.947 | 0.964 | 0.375 | 0.450 | -0.586 | -0.029 | 0.058 |
| exp_price_std | 0.738 | 0.738 | 0.739 | 0.991 | 0.645 | 0.878 | 1.000 | 0.737 | 0.720 | 0.757 | 0.666 | 0.789 | -0.508 | -0.022 | 0.080 |
| exp_price_median | 1.000 | 1.000 | 1.000 | 0.727 | 0.980 | 0.955 | 0.737 | 1.000 | 0.999 | 0.999 | 0.174 | 0.224 | -0.543 | -0.028 | 0.064 |
| exp_price_q1 | 0.999 | 0.999 | 0.999 | 0.710 | 0.986 | 0.947 | 0.720 | 0.999 | 1.000 | 0.997 | 0.152 | 0.199 | -0.537 | -0.027 | 0.039 |
| exp_price_q3 | 0.999 | 0.999 | 0.999 | 0.746 | 0.973 | 0.964 | 0.757 | 0.999 | 0.997 | 1.000 | 0.199 | 0.253 | -0.550 | -0.029 | 0.064 |
| exp_price_kurtosis | 0.174 | 0.174 | 0.176 | 0.666 | 0.055 | 0.375 | 0.666 | 0.174 | 0.152 | 0.199 | 1.000 | 0.861 | -0.186 | 0.006 | 0.000 |
| exp_price_skew | 0.224 | 0.224 | 0.226 | 0.786 | 0.091 | 0.450 | 0.789 | 0.224 | 0.199 | 0.253 | 0.861 | 1.000 | -0.240 | -0.010 | 0.028 |
| r | -0.543 | -0.543 | -0.543 | -0.500 | -0.512 | -0.586 | -0.508 | -0.543 | -0.537 | -0.550 | -0.186 | -0.240 | 1.000 | 0.050 | 0.252 |
| prob_itm | -0.028 | -0.035 | -0.028 | 0.075 | -0.029 | -0.029 | -0.022 | -0.028 | -0.027 | -0.029 | 0.006 | -0.010 | 0.050 | 1.000 | 0.055 |
| days | 0.064 | 0.063 | 0.064 | 0.078 | 0.024 | 0.058 | 0.080 | 0.064 | 0.039 | 0.064 | 0.000 | 0.028 | 0.252 | 0.055 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| last_quote | strike | exp_price | exp_call_price | exp_price_min | exp_price_max | exp_price_std | exp_price_median | exp_price_q1 | exp_price_q3 | exp_price_kurtosis | exp_price_skew | days | r | prob_itm | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Date | |||||||||||||||
| 2018-01-02 | 268.81 | 269.0 | 269.085061 | 4.795895 | 220.299691 | 331.797437 | 11.929742 | 268.818700 | 260.893328 | 276.968153 | 0.028180 | 0.132811 | 22 | 1.28 | 0.494060 |
| 2018-01-03 | 270.47 | 270.0 | 270.724719 | 4.898009 | 223.355076 | 329.683469 | 11.376076 | 270.504871 | 262.931788 | 278.266241 | 0.026220 | 0.130464 | 21 | 1.29 | 0.517872 |
| 2018-01-04 | 271.56 | 272.0 | 271.792045 | 4.327332 | 224.083174 | 331.956733 | 11.115819 | 271.569632 | 264.184546 | 279.147120 | 0.028849 | 0.119594 | 20 | 1.29 | 0.484814 |
| 2018-01-05 | 273.41 | 273.0 | 273.656398 | 4.899561 | 223.238560 | 339.807094 | 11.471988 | 273.401513 | 265.802415 | 281.253116 | 0.037047 | 0.124986 | 21 | 1.28 | 0.513980 |
| 2018-01-08 | 273.94 | 274.0 | 274.201790 | 4.865014 | 224.766758 | 335.216948 | 11.954154 | 273.960204 | 265.990680 | 282.121248 | 0.031419 | 0.130457 | 23 | 1.27 | 0.498670 |
| 2018-01-09 | 274.53 | 275.0 | 274.794978 | 4.537983 | 220.358870 | 332.835240 | 11.644716 | 274.556132 | 266.835656 | 282.505403 | 0.034255 | 0.124835 | 22 | 1.30 | 0.484526 |
| 2018-01-10 | 274.08 | 274.0 | 274.297434 | 4.673590 | 224.929167 | 341.863345 | 11.355318 | 274.051853 | 266.519272 | 281.831189 | 0.025446 | 0.129117 | 21 | 1.27 | 0.501830 |
| 2018-01-11 | 276.09 | 276.0 | 276.310407 | 4.561171 | 230.265714 | 331.267062 | 11.066186 | 276.093181 | 268.760232 | 283.630944 | 0.036360 | 0.121058 | 20 | 1.31 | 0.503400 |
| 2018-01-12 | 277.91 | 278.0 | 278.151096 | 4.647491 | 228.422229 | 337.279755 | 11.475825 | 277.899266 | 270.305415 | 285.743275 | 0.020693 | 0.123321 | 21 | 1.32 | 0.496518 |
| 2018-01-16 | 276.96 | 275.0 | 277.212605 | 5.866845 | 223.247878 | 333.668373 | 11.785558 | 276.955845 | 269.139223 | 285.035502 | 0.017870 | 0.124146 | 22 | 1.31 | 0.566392 |
| last_quote | strike | exp_price | exp_call_price | exp_price_min | exp_price_max | exp_price_std | exp_price_median | exp_price_q1 | exp_price_q3 | exp_price_kurtosis | exp_price_skew | days | r | prob_itm | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Date | |||||||||||||||
| 2022-12-14 | 399.41 | 399.0 | 400.016207 | 9.219531 | 312.263468 | 521.857747 | 21.900568 | 399.462923 | 384.926324 | 414.480155 | 0.036524 | 0.158655 | 23 | 3.89 | 0.508678 |
| 2022-12-15 | 389.71 | 390.0 | 390.289386 | 8.548554 | 306.546994 | 503.662189 | 21.143756 | 389.734668 | 375.715201 | 404.237106 | 0.052657 | 0.161431 | 22 | 3.91 | 0.494964 |
| 2022-12-19 | 380.02 | 380.0 | 380.488444 | 7.839602 | 294.619720 | 481.439142 | 19.102733 | 380.016709 | 367.379101 | 393.077206 | 0.050561 | 0.154095 | 18 | 3.94 | 0.500294 |
| 2022-12-21 | 386.21 | 386.0 | 386.833087 | 9.014533 | 299.842771 | 497.100767 | 21.623128 | 386.191809 | 371.936619 | 401.112097 | 0.042370 | 0.170712 | 23 | 3.89 | 0.503532 |
| 2022-12-22 | 380.72 | 381.0 | 381.275142 | 8.499492 | 293.342166 | 493.936781 | 21.028920 | 380.711838 | 366.756400 | 395.132554 | 0.043061 | 0.169355 | 22 | 3.90 | 0.494578 |
| 2022-12-23 | 382.88 | 383.0 | 383.418768 | 8.453400 | 299.573285 | 495.891261 | 20.743004 | 382.841644 | 369.136098 | 397.047444 | 0.057833 | 0.169340 | 21 | 3.80 | 0.496944 |
| 2022-12-26 | 382.91 | 383.0 | 383.433153 | 8.096501 | 305.379967 | 489.355262 | 19.813261 | 382.929791 | 369.818988 | 396.469637 | 0.034630 | 0.155253 | 18 | 3.80 | 0.498552 |
| 2022-12-28 | 376.71 | 377.0 | 377.274780 | 8.526141 | 288.704347 | 501.872728 | 21.106215 | 376.699743 | 362.756994 | 391.159116 | 0.047570 | 0.167175 | 23 | 3.87 | 0.494106 |
| 2022-12-29 | 383.33 | 383.0 | 383.905136 | 8.908718 | 293.726413 | 504.492420 | 21.272438 | 383.314050 | 369.274200 | 397.906148 | 0.051839 | 0.165885 | 22 | 3.86 | 0.505948 |
| 2022-12-30 | 382.44 | 382.0 | 382.951102 | 8.652675 | 294.952910 | 490.921000 | 20.576466 | 382.377879 | 368.788376 | 396.484063 | 0.057574 | 0.164932 | 21 | 4.04 | 0.507560 |